{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "官方制造业 PMI  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置起始时间\n",
    "start_date = pd.to_datetime(\"2020-01-01\")\n",
    "\n",
    "# 获取 PMI 年度数据\n",
    "pmi_data = ak.macro_china_pmi_yearly()\n",
    "pmi_data['日期'] = pd.to_datetime(pmi_data['日期'])\n",
    "pmi_data = pmi_data[pmi_data['日期'] >= start_date]\n",
    "pmi_data.set_index('日期', inplace=True)\n",
    "pmi_data['今值'] = pd.to_numeric(pmi_data['今值'], errors='coerce')\n",
    "pmi_data = pmi_data.dropna(subset=['今值'])\n",
    "\n",
    "# 绘图\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(pmi_data.index, pmi_data['今值'], marker='o', linestyle='-', color='blue', label='PMI 年度均值')\n",
    "plt.axhline(50, color='red', linestyle='--', label='荣枯线 50')\n",
    "plt.title('中国制造业PMI年均值变化（2015年至今）')\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('PMI')\n",
    "plt.legend(loc='lower left')  # 设置图例在左下角\n",
    "plt.grid(True)\n",
    "plt.xticks(rotation=-90)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
